Update projects/forex_algo_trading.md

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@@ -4,22 +4,44 @@ To set up a virtual environment for your forex trading analysis project, you'll
Here's a suggested structure to keep your project organized:
```
forex_project/
```plaintext
forex_analysis_project/
├── data/ # Folder to store CSV files and other data
├── data/ # Store raw and processed forex data
│ ├── raw/
│ └── processed/
├── notebooks/ # Jupyter notebooks for analysis and exploration
├── notebooks/ # Jupyter notebooks for exploration and analysis
├── src/ # Source code for fetching and processing data
│ ├── __init__.py # Makes Python treat the directories as containing packages
└── data_fetcher.py # Example script to fetch data from Oanda
├── src/ # Source code for the project
│ ├── data_retrieval/ # Scripts for fetching and preprocessing data
│ ├── __init__.py
│ │ └── fetch_forex_data.py
│ │
│ ├── feature_engineering/ # Generate features from forex data
│ │ ├── __init__.py
│ │ └── features.py
│ │
│ ├── models/ # Machine learning and deep learning models
│ │ ├── __init__.py
│ │ ├── lstm_model.py # LSTM for time series prediction
│ │ └── rag_model.py # RAG model integration
│ │
│ ├── inference/ # Inference logic for making predictions
│ │ ├── __init__.py
│ │ └── predict.py
│ │
│ └── utils/ # Utility functions and classes
│ ├── __init__.py
│ └── utils.py
├── tests/ # Unit tests
├── tests/ # Unit and integration tests
│ ├── __init__.py
│ └── test_data_fetcher.py # Example test file
│ └── test_fetch_forex_data.py
── requirements.txt # Project dependencies
── requirements.txt # Project dependencies
└── Dockerfile # Containerize your project (optional)
```
### Setting Up a Virtual Environment